Author

Shaojian Qiu

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Open access Aug 2026

SCAgent: An LLM‐Based Agent With State‐Aware Coordination for Automated Program Repair

This paper proposes SCAgent, an LLM‐based agent for APR with state‐aware coordination, which structures the repair process into coordinated stages, including bug understanding, information gathering and patch generation, and dynamically controls transitions between these stages based on the repair context.

Shaosheng Wang, Lu Lu, Shaojian Qiu · Expert systems · 0 citations

2026

Rethinking Fake Adversarial Examples for Single-Step Adversarial Training

Adversarial training (AT) is a widely adopted defense against adversarial attacks, but its multi-step optimization process for generating adversarial examples leads to substantial computational overhead. To mitigate this, various single-step adversarial training methods have been proposed. However, these models often s...

Lifeng Huang, Yuquan Lin, Chen Wan et al. · IEEE Transactions on Informa... · 0 citations